40 citations · 107 across the 8 of their papers we have counts for
8 papers
A Hybrid Deep-Learning Model for El Niño Southern Oscillation in the Low-Data Regime
Jakob Schloer, Matthew Newman, Jannik Thuemmel +2
While deep-learning models have demonstrated skillful El Niño Southern Oscillation (ENSO) forecasts up to one year in advance, they are predominantly trained on climate model simul…
Intraseasonal synchronization of extreme rainfalls between North India and the Sahel
Felix Strnad, Kieran M. R. Hunt, Niklas Boers +1
The Indian Summer Monsoon (ISM) and the West African Monsoon (WAM) are dominant drivers of boreal summer precipitation variability in tropical and subtropical regions. Although the…
Contributions of El Niño Southern Oscillation (ENSO) Diversity to Low-Frequency Changes in ENSO Variance
Jakob Schlör, Felix Strnad, Antonietta Capotondi +1
El Niño Southern Oscillation (ENSO) diversity is characterized based on the longitudinal location of maximum sea surface temperature anomalies (SSTA) and amplitude in the tropical…
Inductive biases in deep learning models for weather prediction
Jannik Thuemmel, Matthias Karlbauer, Sebastian Otte +8
Deep learning has gained immense popularity in the Earth sciences as it enables us to formulate purely data-driven models of complex Earth system processes. Deep learning-based wea…
Extreme rainfall propagation within Boreal Summer Intraseasonal Oscillation modulated by Pacific sea surface temperature
Felix M. Strnad, Jakob Schloer, Ruth Geen +2
Intraseasonal variations of the South Asian Summer Monsoon (SASM) contain alternating extreme rainfall (active) and low rainfall (break) phases impacting agriculture and economies.…
Pitfalls of Climate Network Construction: A Statistical Perspective
Moritz Haas, Bedartha Goswami, Ulrike von Luxburg
Network-based analyses of dynamical systems have become increasingly popular in climate science. Here we address network construction from a statistical perspective and highlight t…
Teleconnection patterns of different El Niño types revealed by climate network curvature
Felix M. Strnad, Jakob Schlör, Christian Fröhlich +1
The diversity of El Niño events is commonly described by two distinct flavors, the Eastern Pacific (EP) and Central Pacific (CP) types. While the remote impacts, i.e. teleconnectio…
On interrelations of recurrences and connectivity trends between stock indices
B. Goswami, G. Ambika, N. Marwan +1
Financial data has been extensively studied for correlations using Pearson's cross-correlation coefficient ρ as the point of departure. We employ an estimator based on recurrence p…